The incident occurred at about 08.00 GMT when a group of 20 tourists from Bosnia and Herzegovina walked along the bridge near the city of Cacak, the Tanjug news agency reported.
Eleven people with injuries were taken to the hospital in Cacak.
About 80 doctors and rescuers are still working at the scene, the report added.